Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: ATP6V1A

Gene summary for ATP6V1A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATP6V1A

Gene ID

523

Gene nameATPase H+ transporting V1 subunit A
Gene AliasARCL2D
Cytomap3q13.31
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

P38606


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
523ATP6V1AHTA11_347_2000001011HumanColorectumAD7.72e-145.86e-01-0.1954
523ATP6V1AHTA11_99999965104_69814HumanColorectumMSS9.98e-044.49e-010.281
523ATP6V1AF007HumanColorectumFAP3.34e-02-2.86e-010.1176
523ATP6V1AA015-C-203HumanColorectumFAP4.14e-11-2.98e-01-0.1294
523ATP6V1AA015-C-204HumanColorectumFAP1.61e-02-2.54e-01-0.0228
523ATP6V1AA002-C-201HumanColorectumFAP4.00e-05-2.35e-010.0324
523ATP6V1AA002-C-203HumanColorectumFAP2.36e-02-1.73e-010.2786
523ATP6V1AA001-C-119HumanColorectumFAP3.18e-02-2.46e-01-0.1557
523ATP6V1AA001-C-108HumanColorectumFAP5.52e-11-3.30e-01-0.0272
523ATP6V1AA002-C-205HumanColorectumFAP1.53e-08-2.85e-01-0.1236
523ATP6V1AA015-C-005HumanColorectumFAP9.74e-03-2.61e-01-0.0336
523ATP6V1AA015-C-006HumanColorectumFAP3.69e-10-4.04e-01-0.0994
523ATP6V1AA015-C-106HumanColorectumFAP1.32e-05-2.88e-01-0.0511
523ATP6V1AA002-C-114HumanColorectumFAP5.43e-07-3.08e-01-0.1561
523ATP6V1AA015-C-104HumanColorectumFAP3.17e-14-3.24e-01-0.1899
523ATP6V1AA001-C-014HumanColorectumFAP2.01e-05-2.68e-010.0135
523ATP6V1AA002-C-016HumanColorectumFAP3.32e-08-2.64e-010.0521
523ATP6V1AA015-C-002HumanColorectumFAP1.13e-04-3.27e-01-0.0763
523ATP6V1AA001-C-203HumanColorectumFAP5.36e-05-2.79e-01-0.0481
523ATP6V1AA002-C-116HumanColorectumFAP1.78e-10-2.70e-01-0.0452
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
SkinThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0046034ColorectumADATP metabolic process142/3918277/187232.64e-298.26e-26142
GO:0009150ColorectumADpurine ribonucleotide metabolic process142/3918368/187234.29e-151.17e-12142
GO:0006163ColorectumADpurine nucleotide metabolic process149/3918396/187231.08e-142.80e-12149
GO:0072521ColorectumADpurine-containing compound metabolic process153/3918416/187234.34e-141.01e-11153
GO:0009259ColorectumADribonucleotide metabolic process144/3918385/187235.25e-141.13e-11144
GO:0019693ColorectumADribose phosphate metabolic process145/3918396/187233.01e-135.71e-11145
GO:0009117ColorectumADnucleotide metabolic process168/3918489/187232.20e-123.36e-10168
GO:0006753ColorectumADnucleoside phosphate metabolic process169/3918497/187234.99e-126.98e-10169
GO:1902600ColorectumADproton transmembrane transport66/3918157/187231.59e-091.17e-0766
GO:0010506ColorectumADregulation of autophagy111/3918317/187233.57e-092.35e-07111
GO:0009144ColorectumADpurine nucleoside triphosphate metabolic process43/391888/187235.05e-093.19e-0743
GO:0016236ColorectumADmacroautophagy103/3918291/187236.76e-094.15e-07103
GO:0009205ColorectumADpurine ribonucleoside triphosphate metabolic process39/391882/187236.58e-083.40e-0639
GO:0009141ColorectumADnucleoside triphosphate metabolic process48/3918112/187231.27e-076.02e-0648
GO:0006754ColorectumADATP biosynthetic process30/391857/187231.27e-076.02e-0630
GO:0009145ColorectumADpurine nucleoside triphosphate biosynthetic process34/391869/187231.54e-076.78e-0634
GO:0015985ColorectumADenergy coupled proton transport, down electrochemical gradient18/391826/187231.55e-076.78e-0618
GO:0015986ColorectumADATP synthesis coupled proton transport18/391826/187231.55e-076.78e-0618
GO:0009199ColorectumADribonucleoside triphosphate metabolic process40/391889/187233.04e-071.21e-0540
GO:0009152ColorectumADpurine ribonucleotide biosynthetic process64/3918169/187233.09e-071.22e-0564
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00190ColorectumADOxidative phosphorylation86/2092134/84652.47e-222.76e-201.76e-2086
hsa001901ColorectumADOxidative phosphorylation86/2092134/84652.47e-222.76e-201.76e-2086
hsa001904ColorectumMSSOxidative phosphorylation79/1875134/84651.89e-207.90e-194.84e-1979
hsa051104ColorectumMSSVibrio cholerae infection27/187550/84658.58e-071.20e-057.34e-0627
hsa04150ColorectumMSSmTOR signaling pathway47/1875156/84651.19e-023.99e-022.44e-0247
hsa001905ColorectumMSSOxidative phosphorylation79/1875134/84651.89e-207.90e-194.84e-1979
hsa051105ColorectumMSSVibrio cholerae infection27/187550/84658.58e-071.20e-057.34e-0627
hsa041501ColorectumMSSmTOR signaling pathway47/1875156/84651.19e-023.99e-022.44e-0247
hsa001908ColorectumFAPOxidative phosphorylation44/1404134/84652.56e-064.28e-052.60e-0544
hsa051108ColorectumFAPVibrio cholerae infection19/140450/84652.24e-041.92e-031.17e-0319
hsa001909ColorectumFAPOxidative phosphorylation44/1404134/84652.56e-064.28e-052.60e-0544
hsa051109ColorectumFAPVibrio cholerae infection19/140450/84652.24e-041.92e-031.17e-0319
hsa00190210EsophagusESCCOxidative phosphorylation104/4205134/84652.04e-112.98e-101.53e-10104
hsa0516510EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa0512018EsophagusESCCEpithelial cell signaling in Helicobacter pylori infection52/420570/84652.17e-051.07e-045.47e-0552
hsa0414530EsophagusESCCPhagosome100/4205152/84653.81e-051.72e-048.82e-05100
hsa041505EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
hsa0532320EsophagusESCCRheumatoid arthritis59/420593/84654.98e-031.27e-026.52e-0359
hsa0511028EsophagusESCCVibrio cholerae infection34/420550/84656.62e-031.62e-028.30e-0334
hsa0019038EsophagusESCCOxidative phosphorylation104/4205134/84652.04e-112.98e-101.53e-10104
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
ATP6V1ASNVMissense_Mutationc.806N>Cp.Ser269Thrp.S269TP38606protein_codingtolerated(0.12)benign(0.248)TCGA-A2-A0YT-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyarimidexSD
ATP6V1ASNVMissense_Mutationc.260N>Tp.Ser87Phep.S87FP38606protein_codingdeleterious(0)probably_damaging(0.966)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ATP6V1ASNVMissense_Mutationc.1306N>Cp.Asp436Hisp.D436HP38606protein_codingdeleterious(0)probably_damaging(0.999)TCGA-C8-A27B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
ATP6V1ASNVMissense_Mutationrs367827756c.104N>Tp.Ala35Valp.A35VP38606protein_codingtolerated(0.16)benign(0.311)TCGA-E2-A1IH-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyaromasinSD
ATP6V1ASNVMissense_Mutationnovelc.1711C>Tp.Arg571Cysp.R571CP38606protein_codingdeleterious(0)probably_damaging(0.922)TCGA-E9-A1RF-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
ATP6V1ASNVMissense_Mutationc.1049N>Gp.Ser350Cysp.S350CP38606protein_codingdeleterious(0)probably_damaging(1)TCGA-IR-A3LL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ATP6V1ASNVMissense_Mutationnovelc.1708N>Gp.Ile570Valp.I570VP38606protein_codingtolerated(0.43)benign(0.251)TCGA-UC-A7PG-06Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinPD
ATP6V1ASNVMissense_Mutationnovelc.1849N>Ap.Asp617Asnp.D617NP38606protein_codingdeleterious(0.03)benign(0.163)TCGA-VS-A954-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
ATP6V1ASNVMissense_Mutationrs769264993c.1375N>Tp.Arg459Cysp.R459CP38606protein_codingdeleterious(0.01)possibly_damaging(0.772)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
ATP6V1ASNVMissense_Mutationc.787N>Ap.Leu263Ilep.L263IP38606protein_codingtolerated(0.07)benign(0.321)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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